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A Hausman-type test to detect the presence of influential outliers in regression analysis
Authors:Catherine Dehon   Marjorie Gassner  Vincenzo Verardi  
Affiliation:aECARES and CKE, Universit´e Libre de Bruxelles, B-1050 Brussels, Belgium;bCRED, University of Namur, B-5000 Namur, Belgium
Abstract:
In regression analysis, classical estimations may be excessively influenced by a few atypical observations. We propose a Hausman-type test to balance robustness and efficiency and to check whether a robust method should be implemented. An economic application is presented.
Keywords:Hausman test   Outlier detection   Robustness   S-estimator
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